Rule Creationv1.1.0

A fintech company needs to formalize a new rule requiring all AI-generated customer communications to include disclaimers. This skill auto-triggers Context Engineering to wire the rule into TOOLS.md and, if high-stakes, creates a Lobster workflow to enforce it, ensuring regulatory compliance without manual oversight.

A hospital system proposes a policy that AI agents must anonymize patient data before analysis. The skill extracts the rule, evaluates it as high-stakes due to external data impact, and wires it to CRITICAL-RULES.md with Lobster enforcement, preventing violations automatically.

An online retailer creates a new constraint that inventory updates must be verified by a human before publishing. The skill identifies this as a multi-step sequence, triggers enforcement evaluation, and appends the rule to project-specific documentation, streamlining operational governance.

A tech team formalizes a rule that code deployments to production require approval from two senior developers. The skill auto-wires this HARD rule to AGENTS.md and, since it involves external actions, sets up a Lobster workflow to enforce the approval chain reliably.

An edtech platform introduces a policy to flag inappropriate AI-generated learning materials. The skill processes the rule as a behavioral constraint, wires it to TOOLS.md, and if Lobster is available, creates an enforcement workflow to automate compliance checks.

Offer this skill as part of a subscription-based platform that helps companies automate rule enforcement in AI systems. Revenue comes from tiered plans based on the number of rules managed and enforcement workflows, targeting enterprises with high compliance needs.

Provide custom integration of the rule-creation skill into existing AI infrastructures for clients in regulated industries. Revenue is generated through project-based fees and ongoing support contracts, focusing on sectors like finance and healthcare.

Distribute the skill as open-source software to build a community, then monetize through premium features such as advanced analytics, priority support, and enterprise-grade Lobster enforcement modules. Revenue streams include licensing and add-ons.